{"id":"W1908181525","doi":"10.1016/j.eurpolymj.2015.10.033","title":"Development of chemically cross-linked hydrophilic–hydrophobic hydrogels for drug delivery applications","year":2015,"lang":"en","type":"article","venue":"European Polymer Journal","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Institute of Infection and Immunity; Athlone Institute of Technology","keywords":"Self-healing hydrogels; Diclofenac Sodium; Drug delivery; Chemical engineering; Polymer; Dynamic mechanical analysis; Materials science; Chemistry; Polymer chemistry; Chromatography; Organic chemistry; Nanotechnology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009757478,0.0002653974,0.0002525315,0.00009708318,0.0002983506,0.00007105953,0.0007315754,0.00008639579,0.0000242733],"category_scores_gemma":[0.00006930564,0.0002490466,0.0002026889,0.0001392858,0.0002072657,0.00001535435,0.0002261266,0.0001697399,0.00009134594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006390309,"about_ca_system_score_gemma":0.0005133522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004254868,"about_ca_topic_score_gemma":0.00000477117,"domain_scores_codex":[0.9978737,0.0001266991,0.0008424924,0.0004267575,0.0002915793,0.0004388144],"domain_scores_gemma":[0.9982333,0.00001838013,0.0004046699,0.0005722127,0.0003531443,0.0004183159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001013817,0.0001696563,0.0001734596,0.0000184596,0.0001272137,0.000002148977,0.0003765487,0.00003858742,0.9841954,0.0000207101,0.001686542,0.0130899],"study_design_scores_gemma":[0.0007861669,0.00005068627,0.0001089704,0.00001844429,0.00003447874,0.00009064787,0.00005586121,0.00004971987,0.7515826,0.00004437117,0.2469199,0.0002581763],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823843,0.00345642,0.009459138,0.0001584888,0.00009400925,0.0004552174,0.00003671526,0.00003131247,0.003924371],"genre_scores_gemma":[0.9857899,0.00008118046,0.01109955,0.000242563,0.0007006325,0.0001152679,0.0000908199,0.000105568,0.001774519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2452333,"threshold_uncertainty_score":0.9999962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02468387809618878,"score_gpt":0.261796404512701,"score_spread":0.2371125264165122,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}